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The joint NIST–FDA–NIAID workshop aims to advance AI/ML applications in flow cytometry and related data. The workshop will focus on overcoming challenges and identifying solutions including essential measurements, reference controls, AI-ready reference data and ML/AI models. These efforts will target emerging applications in disease diagnosis, therapeutic development, manufacturing, and clinical trials as well as dosing and monitoring.